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Paper Citation Record · LEDGER

Machine Learning Models Have a Supply Chain Problem

As of 8 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2505.22778.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.22778 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:05:25.192234Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

  • verified exact0
  • verified fuzzy53
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65291b22-eb57-4a77-85b7-423c34b3bb83 · outbound

This paper cites Zero-knowledge proofs of training for deep neural networks.

Machine Learning Models Have a Supply Chain Problem Zero-knowledge proofs of training for deep neural networks

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.586508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:19.503174Z digest=sha256:570fddae8abbac6268a7aa76249e387bbac3126509f2b206781f861c1dd3fd23

Observation 31dff75f-2d26-478e-b9f3-1c95cba59935 · outbound

This paper cites Croissant: A metadata format for ML -ready datasets.

Machine Learning Models Have a Supply Chain Problem Croissant: A metadata format for ML -ready datasets

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.427619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:19.592186Z digest=sha256:03f49e3164954fe4069f4dfec4a1ff77299508939b5b6b898d606acdb7a5928b

Observation 27a6a57c-2e23-43ac-8e5d-f84be6ffc358 · outbound

This paper cites and Shmatikov, V.

Machine Learning Models Have a Supply Chain Problem and Shmatikov, V

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.270595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:19.716074Z digest=sha256:00aa761c540b874a51e52fbfb2dd6cc1fd68d4159b8282ce6de274b128e82ce3

Observation 1ad2ffbc-871e-466c-afb4-b2609a12f685 · outbound

This paper cites and Shmatikov, V.

Machine Learning Models Have a Supply Chain Problem and Shmatikov, V

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:34.087033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:19.821592Z digest=sha256:8f72ae17a6ce4cb6d4965f068ef962bf9601939bc555c757b05c4d6075699c4b

Observation a36d3693-8e88-4c3f-b1d0-ae93bb025093 · outbound

This paper cites Unforgeability in stochastic gradient descent.

Machine Learning Models Have a Supply Chain Problem Unforgeability in stochastic gradient descent

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.911810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:19.967781Z digest=sha256:115b4c0bfa312b69abd2cc03b33442023ca5fd6e85ee414dc31d4ea953ede5a4

Observation da67f794-dbde-4028-b3f0-3aab9e87a3be · outbound

This paper cites Bytedance intern fired for planting malicious code in AI models, October 2024.

Machine Learning Models Have a Supply Chain Problem Bytedance intern fired for planting malicious code in AI models, October 2024

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.744852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.066937Z digest=sha256:ebb25292a0cf697dce21e69414e4aad19906fd7a52ac5e7bbd35e5ef3394972d

Observation 80687c80-90f9-4234-b56c-3b3321fdb9eb · outbound

This paper cites K., Suriyawongkul, A., and Stewart, K.

Machine Learning Models Have a Supply Chain Problem K., Suriyawongkul, A., and Stewart, K

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.568904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.184444Z digest=sha256:c961aacf23efae28c21e71eecc7394b08289fcee9fa9c0c865fdbea9ad069884

Observation a288c7a3-d222-4ea5-9bcc-875a5f514d70 · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:33.402492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.275076Z digest=sha256:8e25c7270c7e5ec2bd7542a3f677c55a04eecf30577b6ebcba991e24362afea6

Observation 2c0f6390-3093-4443-b07f-293d4842ba91 · outbound

This paper cites The foundation model transparency index v1.1, 2024.

Machine Learning Models Have a Supply Chain Problem The foundation model transparency index v1.1, 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.289161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.351981Z digest=sha256:52da35e11fd017d9d471be674f8c0473e755362032eb72196bbe92358cf57c72

Observation d5b274b8-ec74-428b-b73c-afe098845108 · outbound

This paper cites A., Paleka, D., Pearce, W., Anderson, H., Terzis, A., Thomas, K., and Tramèr, F.

Machine Learning Models Have a Supply Chain Problem A., Paleka, D., Pearce, W., Anderson, H., Terzis, A., Thomas, K., and Tramèr, F

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:33.145597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.465758Z digest=sha256:48623ac5b90f0ac4285a469b2ab6188cafb21a62dfe7425945efa3cb8ceac484

Observation 6e98a921-f461-4b2f-9f74-dd06580165c9 · outbound

This paper cites H., Hopkins, A., Ilyas, A., Madry, A., Struckman, I., and Videgaray, L.

Machine Learning Models Have a Supply Chain Problem H., Hopkins, A., Ilyas, A., Madry, A., Struckman, I., and Videgaray, L

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.965184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.529537Z digest=sha256:f6c2545e71c46daf8e6b7d78ef4064b25e0b7de80bbb61f7dbe2ffa00fc53280

Observation c8e80896-bfa3-4469-ac69-96aba820345f · outbound

This paper cites SEEMless : Secure end-to-end encrypted messaging with less trust.

Machine Learning Models Have a Supply Chain Problem SEEMless : Secure end-to-end encrypted messaging with less trust

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.760330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.629473Z digest=sha256:1a976b10a059b8c012fe6ec02b9e6e7754c772b6900a2d5f1bb6912fe8937025

Observation 1dfbf506-fcc3-4ea8-b0d8-97c2fce53f50 · outbound

This paper cites Tools for verifying neural models' training data.

Machine Learning Models Have a Supply Chain Problem Tools for verifying neural models' training data

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.567089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.684782Z digest=sha256:80f5069bea430b52dc855fd8420c8cf34f02f2d7d4abd10c63b2264ad2136c74

Observation f86b1e76-30f4-4955-965a-cf20c3aad5ad · outbound

This paper cites Data scientists targeted by malicious Hugging Face ML models with silent backdoor, February 2024.

Machine Learning Models Have a Supply Chain Problem Data scientists targeted by malicious Hugging Face ML models with silent backdoor, February 2024

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.373013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.794573Z digest=sha256:b4a1e42e62b5ceedd1ba4280963e0620941f865d577d838493787f81f62cc572

Observation e5ab8a3e-df79-4a1e-9e4c-dd42e219a68f · outbound

This paper cites A new bill wants to reveal what's really inside AI training data, April 2024.

Machine Learning Models Have a Supply Chain Problem A new bill wants to reveal what's really inside AI training data, April 2024

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.186409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.870560Z digest=sha256:536535076bb24cd85a65c6e0d78bf4d0b28fabe8ee69b4a02908feb4dbcacc30

Observation b0966830-5799-48c0-b922-c61bb957fe2b · outbound

This paper cites Verifiable and provably secure machine unlearning.

Machine Learning Models Have a Supply Chain Problem Verifiable and provably secure machine unlearning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:32.024456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:20.969214Z digest=sha256:23ed7381bd85d0d806ec4c49d5100548b8b244f5e675c40927a39771076f5d3c

Observation 75b4492c-5ea8-48e0-b9f0-0ed5d66aaf04 · outbound

This paper cites Supply-chain attacks in machine learning frameworks.

Machine Learning Models Have a Supply Chain Problem Supply-chain attacks in machine learning frameworks

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.819552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.096782Z digest=sha256:e1b13d3ded767150418f3d367d1a4cbb7722d007427e2a2fc1f38dbf1ff3c553

Observation de603189-0195-4952-b6d4-09b0257dfd7b · outbound

This paper cites Experimenting with zero-knowledge proofs of training.

Machine Learning Models Have a Supply Chain Problem Experimenting with zero-knowledge proofs of training

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.629668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.144235Z digest=sha256:8dd7363595ccaed7fe7a113c2acb9e102f58031e74e24235b107f949a7742427

Observation f1e3b76a-7d25-4765-9b9c-5d1974acc5b7 · outbound

This paper cites W., Wallach, H., Daum \'e III , H., and Crawford, K.

Machine Learning Models Have a Supply Chain Problem W., Wallach, H., Daum \'e III , H., and Crawford, K

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.413353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.223098Z digest=sha256:e82c4561b4dc95f34832744495579cd85062e75a60fb81b19fa3834875929d19

Observation ecc40975-857b-4584-a68e-0c97b0fea638 · outbound

This paper cites and Mac, R.

Machine Learning Models Have a Supply Chain Problem and Mac, R

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.266998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.299891Z digest=sha256:40e7d1ca8ad75984e4d3be3e1442b3d1785137ab169f363100d2d784d9800be7

Observation ace20ccc-9ccf-4bf1-8f02-afa9f83eebf0 · outbound

This paper cites Badnets: Identifying vulnerabilities in the machine learning model supply chain.

Machine Learning Models Have a Supply Chain Problem Badnets: Identifying vulnerabilities in the machine learning model supply chain

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:31.060883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.432830Z digest=sha256:f222e65cc9f0f42bedb0b1813ffc0a259a0dab422c05a1db207a894d4aa5c986

Observation 08992bd4-af3f-4bd0-ac73-4637f34968e4 · outbound

This paper cites Hijacking Safetensors conversion on Hugging Face , February 2024.

Machine Learning Models Have a Supply Chain Problem Hijacking Safetensors conversion on Hugging Face , February 2024

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.923853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.551700Z digest=sha256:d5c5459c94fd7a0ba6200db7e679ea3eef066de5cfcd7be4f440c881960763e5

Observation a4b475f8-566d-46ca-8e29-d3ae84b5a04b · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:30.755079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.627107Z digest=sha256:ed1cb3dd547d9ef7b54f49535a38f7942d2f6a9db3cdd8d4ece8bae4cd8ed086

Observation edc2e000-032a-4ed1-a1ec-706b27dd7e5c · outbound

This paper cites and Hardouin, J.

Machine Learning Models Have a Supply Chain Problem and Hardouin, J

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.579160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.729785Z digest=sha256:47dbb6d75650774260f1a0893354ab4b672ea00d1009caf091a8ade4a7416341

Observation 281e2011-96c5-4b9e-a72d-3e387d56d068 · outbound

This paper cites MCP security notification: Tool poisoning attacks, April 2025.

Machine Learning Models Have a Supply Chain Problem MCP security notification: Tool poisoning attacks, April 2025

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.416511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.786201Z digest=sha256:1b1f4b0c8e5bed0cb25c80114d2fefd23aee2416f29b860d8bdc84ae48850b5a

Observation d4c6f609-5eb1-46c3-acfc-2ffbd6b6decd · outbound

This paper cites R., Sethi, R., Lu, Y.-H., Thiruvathukal, G.

Machine Learning Models Have a Supply Chain Problem R., Sethi, R., Lu, Y.-H., Thiruvathukal, G

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.236411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.888247Z digest=sha256:55968e48b2c8fe8a0e19f3466c968a03cf33f583e17b927a7cd470ef25c4b905

Observation 98228e63-94ac-42d7-a83d-fc7c197e9bba · outbound

This paper cites Unveiling AI / ML supply chain attacks: Name squatting organizations on Hugging Face , March 2024.

Machine Learning Models Have a Supply Chain Problem Unveiling AI / ML supply chain attacks: Name squatting organizations on Hugging Face , March 2024

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:30.109771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:21.982662Z digest=sha256:2154287fbfbf2a9359bfbd9bb5f8fe9ecba14aacd1fd91046bba6ec261949fc3

Observation 47d3ce53-4ce2-4672-a49d-ffe8b77ba6e0 · outbound

This paper cites Weight poisoning attacks on pretrained models.

Machine Learning Models Have a Supply Chain Problem Weight poisoning attacks on pretrained models

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.929872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.076762Z digest=sha256:76a0784d7b12984c0e87070dc95fcd79bed9536b9b0b6279cb47cd2e6553b47c

Observation 74d66b0f-7296-4a1b-a073-5cea47cdc737 · outbound

This paper cites Architectural neural backdoors from first principles.

Machine Learning Models Have a Supply Chain Problem Architectural neural backdoors from first principles

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.769108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.157684Z digest=sha256:b318199a8689eba43536057427a52e8284e735d28de7ec6428a0c16bfb391be2

Observation 5c83857e-4bd6-44a5-ab7e-4c1dbe90a307 · outbound

This paper cites +1500 Hugging Face API tokens were exposed, leaving millions of Meta - Llama , Bloom , and Pythia users vulnerable, December 2023.

Machine Learning Models Have a Supply Chain Problem +1500 Hugging Face API tokens were exposed, leaving millions of Meta - Llama , Bloom , and Pythia users vulnerable, December 2023

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.620426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.253429Z digest=sha256:4945d660c96aca8ccfc6c9db435bf4a9f0fcf0203b8704b6e01993bd8899b588

Observation a7a5f594-ca35-413a-b70a-8ece3aacf3db · outbound

This paper cites and Lewi, K.

Machine Learning Models Have a Supply Chain Problem and Lewi, K

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.460935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.386995Z digest=sha256:e29e30f9f8f36caa49448f5728f356e52e0de53f3db216e6ecadc036b454f5bc

Observation d2c29250-4f4f-4488-948d-79d017c34e6f · outbound

This paper cites Data authenticity, consent, & provenance for AI are all broken: what will it take to fix them? In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024.

Machine Learning Models Have a Supply Chain Problem Data authenticity, consent, & provenance for AI are all broken: what will it take to fix them? In Proceedings of the 41st International Conference on Machine Learning (ICML), 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.349392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.442553Z digest=sha256:1808b26317223052ae45e95c7029ca86006ec1eceb405a11ce4e12cc4978a94a

Observation ba97af79-7555-40cc-ab62-1d412d616cc6 · outbound

This paper cites S., Corry, F., Sridharan, H., Ananny, M., Schultz, J., and Crawford, K.

Machine Learning Models Have a Supply Chain Problem S., Corry, F., Sridharan, H., Ananny, M., Schultz, J., and Crawford, K

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.199848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.538164Z digest=sha256:26a5dd8a600bedf77a445e31212ee3591b589fdf37d28a0cd721f675f164b355

Observation 7d7a3223-d5f3-4f7a-b907-9cbf4c2e7c13 · outbound

This paper cites Parakeet: Practical key transparency for end-to-end encrypted messaging.

Machine Learning Models Have a Supply Chain Problem Parakeet: Practical key transparency for end-to-end encrypted messaging

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:29.070572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.631970Z digest=sha256:20bfe0a028c1a5f704f84d69ad876f47b499dd13dce15093a15d1ba943fb8677

Observation 0b3bf971-a8fb-4006-9a74-0613769f4113 · outbound

This paper cites Model files are invisible viruses, January 2024.

Machine Learning Models Have a Supply Chain Problem Model files are invisible viruses, January 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.934474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.698796Z digest=sha256:ced55a10570ca820b70ee6d6331a029a623cf3af0a0a6c0bbdedc0018d1a4eae

Observation 5626fede-1e33-4bc8-856c-674eed918309 · outbound

This paper cites S., Blankstein, A., Bonneau, J., Felten, E.

Machine Learning Models Have a Supply Chain Problem S., Blankstein, A., Bonneau, J., Felten, E

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.773721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.795276Z digest=sha256:1381cd14db5bd5359f4f30bc6c7adef7e738d5e17354c5ee868fadb09fee7c90

Observation 7ede7d69-edab-441e-bd11-45547d4e1c1b · outbound

This paper cites Exploiting ML models with pickle file attacks: Part 1, June 2024.

Machine Learning Models Have a Supply Chain Problem Exploiting ML models with pickle file attacks: Part 1, June 2024

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.627026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.870171Z digest=sha256:f82526d8ab4007f3dd8103159dd0dbfdc34167b045d7046386881764e16c2dce

Observation 1f53e3b8-44f2-491e-a781-1b46ef849562 · outbound

This paper cites D., and Gebru, T.

Machine Learning Models Have a Supply Chain Problem D., and Gebru, T

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.437481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:22.926324Z digest=sha256:ac1ac61828057af5ff1ec70a2f77ac3d467b585b7a2c950baf6eac230bd1c63f

Observation fa827da4-6893-43c2-803d-06878c60a6ec · outbound

This paper cites and Kapoor, S.

Machine Learning Models Have a Supply Chain Problem and Kapoor, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:28.285734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.028945Z digest=sha256:7d072bb5b13a4a7f87963d1cccef3cfb4d46b9ca0925e0d99bf3762a72fc0954

Observation 66b673a8-c8b7-4136-90f8-54e586e087c2 · outbound

This paper cites an unresolved cited work.

Machine Learning Models Have a Supply Chain Problem Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:05:28.152188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.180913Z digest=sha256:1c7e0546fa97e77e0808564bac8569f4b27ee8de18856c56d11152b3bedc9113

Observation 7f6fd2d1-2f21-4ad8-802d-7c5f26e00092 · outbound

This paper cites S., and Torres-Arias, S.

Machine Learning Models Have a Supply Chain Problem S., and Torres-Arias, S

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.975033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.307362Z digest=sha256:3a99cd333988cc3329cfc887abd9759b3c3d9820ef919d776cbd86e4377d6e48

Observation e587b5c6-53e0-48ac-ac32-4c3b6f4124f8 · outbound

This paper cites Data cards: Purposeful and transparent dataset documentation for responsible AI.

Machine Learning Models Have a Supply Chain Problem Data cards: Purposeful and transparent dataset documentation for responsible AI

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.787033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.404610Z digest=sha256:69b66292ac28024232c4f1184e27fafd67c7f08abe101826593c24c5194837cf

Observation 493779a3-af59-46c0-96b2-c511b73902d5 · outbound

This paper cites R., Kalu, K.

Machine Learning Models Have a Supply Chain Problem R., Kalu, K

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.643204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.531895Z digest=sha256:523e3d202dd424c70e8e681d1b0f67428c356dac79b838ce20eb479ba5f10a3f

Observation 0c28a514-f690-473d-8384-a79cdcc909a8 · outbound

This paper cites S., Tan, G., Cebere, T.

Machine Learning Models Have a Supply Chain Problem S., Tan, G., Cebere, T

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.448297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.638514Z digest=sha256:2946885224d4276392bcc3f10f990e7ad4c90ff1b7a995eda355bf56f5d6e9c0

Observation 00cc9a32-a523-4d30-a908-b6dfe2070e70 · outbound

This paper cites A., and Anderson, R.

Machine Learning Models Have a Supply Chain Problem A., and Anderson, R

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.264584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.770041Z digest=sha256:cb1439055b705f4100fc6c6051f0656cd0bc74a631a3cc643da1038921f98da1

Observation 12735111-20d5-44e6-844f-8cfb90790e66 · outbound

This paper cites Playing with fire – how we executed a critical supply chain attack on PyTorch , January 2024.

Machine Learning Models Have a Supply Chain Problem Playing with fire – how we executed a critical supply chain attack on PyTorch , January 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:27.075062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:23.896946Z digest=sha256:cbd641e133b3b114d53793e4beb62ac5c46c2a76a3f6b63639f26e522c6b768f

Observation 1a660413-3b2f-43e1-a2e3-9b1aef3d0e99 · outbound

This paper cites Removing PGP from PyPI , May 2023.

Machine Learning Models Have a Supply Chain Problem Removing PGP from PyPI , May 2023

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.887409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.036814Z digest=sha256:000f480543eb1a80d05d00b5c131c87a01b963cd92a5f1a7cef9771b31285033

Observation e1a232ff-a65f-4f27-aeaa-1d4a18df7300 · outbound

This paper cites Founding zero-knowledge proofs of training on optimum vicinity.

Machine Learning Models Have a Supply Chain Problem Founding zero-knowledge proofs of training on optimum vicinity

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.688779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.179024Z digest=sha256:02e954e194a23d1195f83962e503c13e85966a533c32be0c9091b5830df1b673

Observation f9d1c953-1727-4371-b645-24e98a32f7c8 · outbound

This paper cites An exploratory study of deep learning supply chain.

Machine Learning Models Have a Supply Chain Problem An exploratory study of deep learning supply chain

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.503202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.323489Z digest=sha256:0151b15b5fb34544e7c2cae23ae5cd4dd708074d78192b66e822bf002196c76c

Observation b3450a86-f31f-4907-a2cb-3baa6b76f1a2 · outbound

This paper cites Using TensorFlow securely.

Machine Learning Models Have a Supply Chain Problem Using TensorFlow securely

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.328242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.475248Z digest=sha256:263c81f78d04bec6b80092d6ef373a22e4175cc2bdce2e9192b007795d2f7e69

Observation 147d2f6c-4cc0-4a71-a74d-4e71b045c3dc · outbound

This paper cites AI act, 2024.

Machine Learning Models Have a Supply Chain Problem AI act, 2024

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:26.180343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.624574Z digest=sha256:184c447e89d92a22f8dddf240a669b3e39f88b1b789af6145a2de08bafb5cee8

Observation 37c2f527-50fc-4f0a-9d2a-fc2a13c35dc7 · outbound

This paper cites https://pytorch.org/blog/compromised-nightly-dependency/.

Machine Learning Models Have a Supply Chain Problem https://pytorch.org/blog/compromised-nightly-dependency/

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.973829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.723910Z digest=sha256:a415cf64e003a94d139b800c56f1c17890ad82772d5f36f9a8ba5e53e985d0b4

Observation 47d0e76c-7e05-467e-a78d-7a0338682be3 · outbound

This paper cites Getty Images sues AI art generator Stable Diffusion in the US for copyright infringement , February 2023.

Machine Learning Models Have a Supply Chain Problem Getty Images sues AI art generator Stable Diffusion in the US for copyright infringement , February 2023

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.740839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:24.876605Z digest=sha256:4e23a9b1afb9d64c12d720a2cb3c5d91f9eef4f3e144f01fc1806b5f6ccbe3ea

Observation cf3466ba-798f-42e8-aea3-23b65001962b · outbound

This paper cites EvilModel : Hiding malware inside of neural network models.

Machine Learning Models Have a Supply Chain Problem EvilModel : Hiding malware inside of neural network models

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.570951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:25.003270Z digest=sha256:601407194a40c9398f5e7300744160faec9fdb6c3af0c8a3f6eb3259d4676893

Observation 12166a20-5a0e-4a36-a317-17d80b942551 · outbound

This paper cites How a 2011 hack you’ve never heard of changed the Internet 's infrastructure, December 2016.

Machine Learning Models Have a Supply Chain Problem How a 2011 hack you’ve never heard of changed the Internet 's infrastructure, December 2016

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.457380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:25.108775Z digest=sha256:dfd0eaa35b4f510f70fa6bd5dcded4ba4aaa73ea58565bcd306b9f464453f1ce

Observation 1bb6023d-ae63-4ffc-a0a2-1ea469e320b5 · outbound

This paper cites Zuckerpunch - abusing self hosted Github runners at Facebook , August 2022.

Machine Learning Models Have a Supply Chain Problem Zuckerpunch - abusing self hosted Github runners at Facebook , August 2022

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:05:25.334105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T13:05:25.192234Z digest=sha256:2948c6fdcaeec2dd7beadeaff0110b4a591ad9b03b1144708d0eeb60562c1836

Pith citing papers

No inbound Pith citation observations are available.